Pandas Profiling Report

Dataset statistics

Number of variables	9
Number of observations	3000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	211.1 KiB
Average record size in memory	72.0 B

Variable types

Numeric	9

Alerts

`Sensor_beta` is highly correlated with `Sensor_alpha_plus`	High correlation
`Sensor_alpha_plus` is highly correlated with `Sensor_beta`	High correlation
`Sensor_beta` is highly correlated with `Sensor_alpha_plus`	High correlation
`Sensor_alpha_plus` is highly correlated with `Sensor_beta`	High correlation
`Sensor_gamma` is highly correlated with `Sensor_alpha_plus`	High correlation
`Sensor_alpha_plus` is highly correlated with `Sensor_gamma`	High correlation
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`Sensor_alpha` has unique values	Unique
`Sensor_beta` has unique values	Unique
`Sensor_gamma` has unique values	Unique
`Sensor_alpha_plus` has unique values	Unique
`Sensor_beta_plus` has unique values	Unique
`Sensor_gamma_plus` has unique values	Unique
`Minutes` has 42 (1.4%) zeros	Zeros

Reproduction

Analysis started	2022-05-10 14:59:35.244873
Analysis finished	2022-05-10 14:59:56.223258
Duration	20.98 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8499.5

Minimum	7000
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	7000
5-th percentile	7149.95
Q1	7749.75
median	8499.5
Q3	9249.25
95-th percentile	9849.05
Maximum	9999
Range	2999
Interquartile range (IQR)	1499.5

Descriptive statistics

Standard deviation	866.1697293
Coefficient of variation (CV)	0.1019083157
Kurtosis	-1.2
Mean	8499.5
Median Absolute Deviation (MAD)	750
Skewness	0
Sum	25498500
Variance	750250
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7000	1	< 0.1%
9003	1	< 0.1%
8994	1	< 0.1%
8995	1	< 0.1%
8996	1	< 0.1%
8997	1	< 0.1%
8998	1	< 0.1%
8999	1	< 0.1%
9000	1	< 0.1%
9001	1	< 0.1%
Other values (2990)	2990	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7000	1	< 0.1%
7001	1	< 0.1%
7002	1	< 0.1%
7003	1	< 0.1%
7004	1	< 0.1%
7005	1	< 0.1%
7006	1	< 0.1%
7007	1	< 0.1%
7008	1	< 0.1%
7009	1	< 0.1%

Value	Count	Frequency (%)
9999	1	< 0.1%
9998	1	< 0.1%
9997	1	< 0.1%
9996	1	< 0.1%
9995	1	< 0.1%
9994	1	< 0.1%
9993	1	< 0.1%
9992	1	< 0.1%
9991	1	< 0.1%
9990	1	< 0.1%

Hour
Real number (ℝ_≥0)

Distinct	23
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.59233333

Minimum	1
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	1
5-th percentile	12
Q1	19
median	21
Q3	21
95-th percentile	22
Maximum	23
Range	22
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.507169985
Coefficient of variation (CV)	0.179007264
Kurtosis	11.89399048
Mean	19.59233333
Median Absolute Deviation (MAD)	1
Skewness	-3.333721061
Sum	58777
Variance	12.3002413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
21	1440	48.0%
19	331	11.0%
18	324	10.8%
20	322	10.7%
22	304	10.1%
23	56	1.9%
7	20	0.7%
16	18	0.6%
3	17	0.6%
8	15	0.5%
Other values (13)	153	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	15	0.5%
2	9	0.3%
3	17	0.6%
4	11	0.4%
5	11	0.4%
6	14	0.5%
7	20	0.7%
8	15	0.5%
9	11	0.4%
10	14	0.5%

Value	Count	Frequency (%)
23	56	1.9%
22	304	10.1%
21	1440	48.0%
20	322	10.7%
19	331	11.0%
18	324	10.8%
17	12	0.4%
16	18	0.6%
15	14	0.5%
14	11	0.4%

Minutes
Real number (ℝ_≥0)

ZEROS

Distinct	60
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.79466667

Minimum	0
Maximum	59
Zeros	42
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	14
median	29
Q3	44
95-th percentile	56
Maximum	59
Range	59
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.18474935
Coefficient of variation (CV)	0.5968032047
Kurtosis	-1.180180663
Mean	28.79466667
Median Absolute Deviation (MAD)	15
Skewness	0.03956982245
Sum	86384
Variance	295.3156101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	69	2.3%
1	69	2.3%
45	68	2.3%
20	66	2.2%
41	64	2.1%
49	64	2.1%
25	60	2.0%
14	59	2.0%
6	58	1.9%
2	58	1.9%
Other values (50)	2365	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	1.4%
1	69	2.3%
2	58	1.9%
3	52	1.7%
4	49	1.6%
5	45	1.5%
6	58	1.9%
7	53	1.8%
8	48	1.6%
9	48	1.6%

Value	Count	Frequency (%)
59	47	1.6%
58	41	1.4%
57	51	1.7%
56	34	1.1%
55	47	1.6%
54	49	1.6%
53	46	1.5%
52	41	1.4%
51	50	1.7%
50	42	1.4%

Sensor_alpha
Real number (ℝ)

UNIQUE

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.919117979

Minimum	-342.2263886
Maximum	361.7641601
Zeros	0
Zeros (%)	0.0%
Negative	1518
Negative (%)	50.6%
Memory size	23.6 KiB

Quantile statistics

Minimum	-342.2263886
5-th percentile	-165.7459598
Q1	-68.7988094
median	-2.059706876
Q3	65.06219685
95-th percentile	161.5591035
Maximum	361.7641601
Range	703.9905488
Interquartile range (IQR)	133.8610063

Descriptive statistics

Standard deviation	99.17117412
Coefficient of variation (CV)	-51.67539214
Kurtosis	-0.0689697149
Mean	-1.919117979
Median Absolute Deviation (MAD)	66.88891535
Skewness	0.03367334274
Sum	-5757.353936
Variance	9834.921777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-72.08358487	1	< 0.1%
91.39448163	1	< 0.1%
79.28848892	1	< 0.1%
21.90722291	1	< 0.1%
154.1833752	1	< 0.1%
186.4461613	1	< 0.1%
-108.5311891	1	< 0.1%
10.20287818	1	< 0.1%
-175.0275505	1	< 0.1%
-48.36483576	1	< 0.1%
Other values (2990)	2990	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-342.2263886	1	< 0.1%
-311.6466776	1	< 0.1%
-299.8953994	1	< 0.1%
-291.1066077	1	< 0.1%
-275.609927	1	< 0.1%
-275.5279953	1	< 0.1%
-272.0506763	1	< 0.1%
-271.8356354	1	< 0.1%
-267.1534053	1	< 0.1%
-266.0355009	1	< 0.1%

Value	Count	Frequency (%)
361.7641601	1	< 0.1%
320.2013807	1	< 0.1%
314.2977292	1	< 0.1%
302.1744108	1	< 0.1%
298.2453478	1	< 0.1%
287.1738876	1	< 0.1%
284.7443466	1	< 0.1%
281.3691748	1	< 0.1%
278.4804936	1	< 0.1%
275.4192835	1	< 0.1%

Sensor_beta
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-24.59531615

Minimum	-612.7569858
Maximum	430.2453697
Zeros	0
Zeros (%)	0.0%
Negative	1763
Negative (%)	58.8%
Memory size	23.6 KiB

Quantile statistics

Minimum	-612.7569858
5-th percentile	-232.6568962
Q1	-115.504386
median	-31.30472733
Q3	64.7707356
95-th percentile	201.5701991
Maximum	430.2453697
Range	1043.002356
Interquartile range (IQR)	180.2751216

Descriptive statistics

Standard deviation	132.6811441
Coefficient of variation (CV)	-5.394569572
Kurtosis	0.06477724278
Mean	-24.59531615
Median Absolute Deviation (MAD)	88.36508133
Skewness	0.0398941903
Sum	-73785.94844
Variance	17604.286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-11.43497744	1	< 0.1%
81.68825244	1	< 0.1%
173.1163435	1	< 0.1%
-22.53821861	1	< 0.1%
-126.8300931	1	< 0.1%
-65.57198075	1	< 0.1%
98.21262757	1	< 0.1%
187.3589182	1	< 0.1%
37.22691613	1	< 0.1%
-35.41237661	1	< 0.1%
Other values (2990)	2990	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-612.7569858	1	< 0.1%
-476.2814278	1	< 0.1%
-454.5053215	1	< 0.1%
-435.7985103	1	< 0.1%
-421.6523874	1	< 0.1%
-413.0620441	1	< 0.1%
-408.3956705	1	< 0.1%
-408.3150241	1	< 0.1%
-402.6986362	1	< 0.1%
-400.7874511	1	< 0.1%

Value	Count	Frequency (%)
430.2453697	1	< 0.1%
404.3331059	1	< 0.1%
386.3581439	1	< 0.1%
374.4273003	1	< 0.1%
370.09821	1	< 0.1%
359.0160409	1	< 0.1%
353.8549631	1	< 0.1%
338.6824185	1	< 0.1%
328.8711654	1	< 0.1%
326.5902144	1	< 0.1%

Sensor_gamma
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.080555762

Minimum	-503.6016615
Maximum	359.0697497
Zeros	0
Zeros (%)	0.0%
Negative	1507
Negative (%)	50.2%
Memory size	23.6 KiB

Quantile statistics

Minimum	-503.6016615
5-th percentile	-197.618675
Q1	-82.92184947
median	-0.7599613893
Q3	81.00505497
95-th percentile	172.3328408
Maximum	359.0697497
Range	862.6714112
Interquartile range (IQR)	163.9269044

Descriptive statistics

Standard deviation	118.0882764
Coefficient of variation (CV)	-19.42063867
Kurtosis	0.1116788098
Mean	-6.080555762
Median Absolute Deviation (MAD)	81.83937389
Skewness	-0.2703709451
Sum	-18241.66729
Variance	13944.84102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-52.96174281	1	< 0.1%
-40.29966289	1	< 0.1%
219.7067677	1	< 0.1%
152.6550353	1	< 0.1%
30.443556	1	< 0.1%
-93.91141504	1	< 0.1%
4.822783223	1	< 0.1%
-21.33632583	1	< 0.1%
-204.305919	1	< 0.1%
194.6070706	1	< 0.1%
Other values (2990)	2990	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-503.6016615	1	< 0.1%
-442.8515619	1	< 0.1%
-433.4256362	1	< 0.1%
-419.5340046	1	< 0.1%
-417.9879362	1	< 0.1%
-415.1243409	1	< 0.1%
-402.4535788	1	< 0.1%
-401.6756324	1	< 0.1%
-387.5898681	1	< 0.1%
-380.5710597	1	< 0.1%

Value	Count	Frequency (%)
359.0697497	1	< 0.1%
319.9872759	1	< 0.1%
310.5408121	1	< 0.1%
306.9731401	1	< 0.1%
302.6539861	1	< 0.1%
299.9247381	1	< 0.1%
295.4645358	1	< 0.1%
295.3900838	1	< 0.1%
294.4903049	1	< 0.1%
292.7049592	1	< 0.1%

Sensor_alpha_plus
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.05485006

Minimum	-400.7216994
Maximum	465.9461662
Zeros	0
Zeros (%)	0.0%
Negative	1506
Negative (%)	50.2%
Memory size	23.6 KiB

Quantile statistics

Minimum	-400.7216994
5-th percentile	-178.6902501
Q1	-77.78906076
median	-0.8617628204
Q3	90.39878539
95-th percentile	216.1466573
Maximum	465.9461662
Range	866.6678656
Interquartile range (IQR)	168.1878461

Descriptive statistics

Standard deviation	122.2482028
Coefficient of variation (CV)	17.3282496
Kurtosis	0.04168426148
Mean	7.05485006
Median Absolute Deviation (MAD)	82.68260396
Skewness	0.2293033241
Sum	21164.55018
Variance	14944.62308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-72.69638489	1	< 0.1%
-53.73322694	1	< 0.1%
-64.03244802	1	< 0.1%
140.5182936	1	< 0.1%
-128.4835073	1	< 0.1%
15.22037242	1	< 0.1%
46.44866026	1	< 0.1%
-92.42049848	1	< 0.1%
317.7885056	1	< 0.1%
251.4787916	1	< 0.1%
Other values (2990)	2990	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-400.7216994	1	< 0.1%
-393.1232776	1	< 0.1%
-371.7743888	1	< 0.1%
-365.2271216	1	< 0.1%
-342.3926102	1	< 0.1%
-328.8292729	1	< 0.1%
-313.9999961	1	< 0.1%
-310.4092378	1	< 0.1%
-308.1640677	1	< 0.1%
-302.9326441	1	< 0.1%

Value	Count	Frequency (%)
465.9461662	1	< 0.1%
423.4654061	1	< 0.1%
420.2422119	1	< 0.1%
417.4307891	1	< 0.1%
416.7362707	1	< 0.1%
394.9787606	1	< 0.1%
385.2716044	1	< 0.1%
381.0681929	1	< 0.1%
380.5657409	1	< 0.1%
359.1741369	1	< 0.1%

Sensor_beta_plus
Real number (ℝ)

UNIQUE

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2364888196

Minimum	-340.0022366
Maximum	322.2359304
Zeros	0
Zeros (%)	0.0%
Negative	1530
Negative (%)	51.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	-340.0022366
5-th percentile	-161.8564647
Q1	-68.913955
median	-2.206641342
Q3	67.97689689
95-th percentile	166.9794956
Maximum	322.2359304
Range	662.2381671
Interquartile range (IQR)	136.8908519

Descriptive statistics

Standard deviation	100.0832637
Coefficient of variation (CV)	-423.2050542
Kurtosis	-0.08154393495
Mean	-0.2364888196
Median Absolute Deviation (MAD)	68.30203647
Skewness	0.01989113243
Sum	-709.4664588
Variance	10016.65967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
145.2992272	1	< 0.1%
-162.1397146	1	< 0.1%
73.00119246	1	< 0.1%
36.00419316	1	< 0.1%
-71.96920652	1	< 0.1%
-38.50079605	1	< 0.1%
-14.37967621	1	< 0.1%
-46.99882002	1	< 0.1%
-60.71093228	1	< 0.1%
105.4409747	1	< 0.1%
Other values (2990)	2990	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-340.0022366	1	< 0.1%
-329.8845538	1	< 0.1%
-313.4405423	1	< 0.1%
-301.2956836	1	< 0.1%
-294.6320985	1	< 0.1%
-286.3028282	1	< 0.1%
-285.3472334	1	< 0.1%
-282.0931893	1	< 0.1%
-274.0542497	1	< 0.1%
-267.51496	1	< 0.1%

Value	Count	Frequency (%)
322.2359304	1	< 0.1%
315.1707951	1	< 0.1%
311.4295421	1	< 0.1%
306.8682104	1	< 0.1%
292.3153243	1	< 0.1%
274.5369034	1	< 0.1%
273.1885257	1	< 0.1%
271.1978491	1	< 0.1%
269.3783122	1	< 0.1%
265.2004579	1	< 0.1%

Sensor_gamma_plus
Real number (ℝ)

UNIQUE

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.04004858

Minimum	-340.9956572
Maximum	370.8076238
Zeros	0
Zeros (%)	0.0%
Negative	1455
Negative (%)	48.5%
Memory size	23.6 KiB

Quantile statistics

Minimum	-340.9956572
5-th percentile	-165.3727289
Q1	-67.20441132
median	3.432020443
Q3	69.03391447
95-th percentile	164.1481965
Maximum	370.8076238
Range	711.8032809
Interquartile range (IQR)	136.2383258

Descriptive statistics

Standard deviation	100.899952
Coefficient of variation (CV)	97.01465292
Kurtosis	-0.004668333845
Mean	1.04004858
Median Absolute Deviation (MAD)	67.47499578
Skewness	0.01031447578
Sum	3120.145741
Variance	10180.80032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-143.8562427	1	< 0.1%
-208.320213	1	< 0.1%
121.0260709	1	< 0.1%
-88.68485341	1	< 0.1%
-4.873041642	1	< 0.1%
-20.88670655	1	< 0.1%
-246.9250653	1	< 0.1%
-96.20231682	1	< 0.1%
108.9904687	1	< 0.1%
8.426177077	1	< 0.1%
Other values (2990)	2990	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-340.9956572	1	< 0.1%
-306.3574076	1	< 0.1%
-294.353181	1	< 0.1%
-286.4627158	1	< 0.1%
-281.5434674	1	< 0.1%
-279.751587	1	< 0.1%
-273.4997926	1	< 0.1%
-272.1359165	1	< 0.1%
-265.8766558	1	< 0.1%
-262.9471353	1	< 0.1%

Value	Count	Frequency (%)
370.8076238	1	< 0.1%
334.4875459	1	< 0.1%
333.0379699	1	< 0.1%
320.8894336	1	< 0.1%
311.2954349	1	< 0.1%
304.3036752	1	< 0.1%
304.2546647	1	< 0.1%
294.1416357	1	< 0.1%
289.4396842	1	< 0.1%
288.9985204	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	Hour	Minutes	Sensor_alpha	Sensor_beta	Sensor_gamma	Sensor_alpha_plus	Sensor_beta_plus	Sensor_gamma_plus
0	7000	21	31	-72.083585	-11.434977	-52.961743	-72.696385	145.299227	-143.856243
1	7001	21	3	-193.619980	40.137081	85.419244	-26.266801	-125.391237	80.904973
2	7002	22	31	42.578382	-51.613402	125.055611	182.136746	-9.726951	-114.913402
3	7003	21	25	-64.150951	287.306752	-70.965473	13.789738	38.187260	137.761691
4	7004	18	11	193.750787	-61.989533	-110.347066	-16.864786	148.541916	232.424616
5	7005	21	5	200.151155	-69.828082	-103.909275	58.307127	6.339606	-58.217237
6	7006	18	41	-172.176846	27.400690	-142.223978	-190.350320	-79.866788	104.104437
7	7007	21	39	164.427444	-27.266671	41.961835	-19.597537	-40.367741	205.792899
8	7008	22	33	49.137676	-219.450252	-122.874167	178.923309	-51.770902	-113.031012
9	7009	18	28	-21.098065	-156.637421	7.043202	8.242528	-29.718880	58.156633

Last rows

	df_index	Hour	Minutes	Sensor_alpha	Sensor_beta	Sensor_gamma	Sensor_alpha_plus	Sensor_beta_plus	Sensor_gamma_plus
2990	9990	21	12	17.677190	88.932349	106.609691	-63.680847	11.901239	-62.050918
2991	9991	19	30	-31.941731	-90.184404	121.333344	150.899550	51.252914	107.765113
2992	9992	19	3	82.172242	-141.069527	-41.133716	188.303696	-153.310294	60.661858
2993	9993	11	34	237.639186	-297.274989	-172.872315	216.866617	-170.684348	229.076958
2994	9994	19	58	110.544114	8.203070	-155.356768	-8.573200	-154.493904	-156.344969
2995	9995	3	26	-101.913083	87.337077	77.193476	-79.694034	13.273965	143.004786
2996	9996	21	6	52.424913	-37.107249	120.373905	208.090551	-135.567057	-53.867634
2997	9997	21	0	-103.295133	34.736979	-195.018118	-164.294768	-26.993064	6.063715
2998	9998	20	13	170.027159	-73.100306	-117.330651	11.353824	-3.366007	-140.113661
2999	9999	19	17	-173.839238	66.386097	-141.968498	197.558808	-44.847981	142.537872

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows